CoDaWeb

What is CoDA?

...parts of a whole...

Compositional Data Analysis (CoDA) refers to the analysis of compositional data (CoDa), which have been defined historically as random vectors with strictly positive components whose sum is constant (e.g., 100, one, a million). More recently, the term covers all those vectors representing parts of a whole which only carry relative information, thus including not only parts per unit or percentages, but also molar compositions.

Typical examples in different fields are: geology (geochemical elements), economy (income/expenditure distribution), medicine (body composition: fat, bone, lean), questionnaire surveys (ipsative data), food industry (food composition: fat, sugar, etc), chemistry (chemical composition), ecology (abundance of different species), paleontology (foraminifera taxa), agriculture (nutrient balance ionomics), sociology (time-use surveys), environmental sciences (soil contamination), and genetics (genotype frequency). This type of data appears in most applications, and the interest and importance of consistent statistical methods cannot be underestimated. Although the concern of the problems related to them was kept alive mainly by researchers from the field of Geosciences, in particular by members of the International Association for Mathematical Geosciences, the awareness of coherent methods is growing in the environmental and biological sciences.

Find Us

Address:: Dept. IMAE; Campus Montilivi (Edifici P4); M. Aurèlia Campmany, 61; Girona (E-17003), Spain
Phone:: +34 972 418 417

Why choose us

...forum for the exchange...

This hot topic of research has nowadays a broad impact in these fields. However, it took a long time to find a solution to the problem of how to perform a proper statistical analysis of this type of data, i.e. to solve the problem of the spurious correlation, as it was named by Karl Pearson back in 1897, or the closure problem as called by Felix Chayes in the 1960's. Because standard statistical techniques loose their applicability and classical interpretation when applied to compositional data, new techniques were needed. No theoretically sound solution was proposed until the 1980's, when John Aitchison set forth a consistent theory based on log-ratios. Later developments have shown that the mathematical foundation of a proper statistical analysis for this type of data is based on the definition of a specific geometry on the simplex (the sample space of compositional data). Based on it, is possible to rigorously develop any statistical analysis (cluster analysis, discriminant analysis, factor analysis, regression models, to mention just a few).

Practitioners interested in CoDa find in this web site a forum for the exchange of information, material and ideas. This web site has been planned, and is currently maintained, by the members of the Research Group on Compositional Data Analysis at the Dept. Informàtica, Matemàtica Aplicada i Estadística (IMAE-UdG) under the projects METhods for COmpositional analysis of DAta (CODAMET) and COmpositional and Spatial Data Analysis (COSDA). The core of the group belongs to the University of Girona (UdG), and includes members from the Technical University of Catalonia (UPC), and and University of Lleida (UdL). All the researchers whose interest goes from real case studies to the mathematical foundations of CoDA are welcomed! Join us!

Work team

...let's start working on...

Carles Barceló-Vidal

PhD in Statistics. Emeritus Professor (UdG).

Pepus Daunis-i-Estadella

PhD in Statistics. Associate Professor (UdG).

Jan Graffelman

PhD in Statistics. Associate Professor (UPC).

Glòria Mateu-Figueras

PhD in Statistics. Associate Professor (UdG).

Vera Pawlowsky-Glahn

PhD in Mathematics. Emeritus Full Professor (UdG).

Germà Coenders

PhD in Management Sciences. Full Professor (UdG).

Juan José Egozcue

PhD in Physics. Emeritus Full Professor (UPC).

Eusebi Jarauta

PhD in Industrial Engineering. Associate Professor (UPC).

Maribel Ortego

PhD in Mathematics. Associate Professor (UPC).

Santiago Thió-Fdz.-de-Henestrosa

PhD in Computer Science. Associate Professor (UdG).

Marc Comas-Cufí

PhD in Statistics. Tenure-eligible lecturer (UdG).

Berta Ferrer-Rosell

PhD in Tourism. Associate Professor (UdL).

Josep A. Martín-Fernández

PhD in Statistics. Full Professor (UdG).

Javier Palarea-Albaladejo

PhD in Statistics. Associate Professor (UdG).

Marina Vives-Mestres

PhD in Statistics. Researcher (UdG).

Who is Who?

...some CoDa-people...

Name:Abdeta, Chalchisa
Email: cat179@uowmail.edu.au
Institution: University of Wollongong
Position: PhD candidate

Name:ADEBANJI, ATINUKE
Email: TINUADEBANJI@YAHOO.COM
Address: Department of Mathematics, KNUST, Kumasi, Ghana
Institution: KWAME NKRUMAH UNIVERSITY OF SCIENCE AND TECHNOLOGY, KUMASI
Position: Lecturer
Website

Name:Albanese, Stefano Albanese
Email: stefano.albanese@unina.it
Address: VIA MEZZOCANNONE 8
Institution: Univesità di Napoli FEDERICO II
Position: Professor
Website

Name:Albayrak, Serkan Albayrak
Email: rfsrkn@gmail.com
Address: Izmir
Institution: Yasar University
Position: Assistant Professor

Name:Ali, Zeeshan
Email: zeeshan.ali@warwick.ac.uk
Address: 7 Spencer Road, Earlsdon, Coventry, UK
Institution: The University of Warwick, UK
Position: PhD (Statistics) Student

Name:almeida pina, ana karolina
Email: anakarolina.pina@upe.br
Address: Av. da Integração, 631 - Vila Eduardo, Petrolina - PE - Brazil
Institution: Pernambuco University
Position: PhD Student

Name:Antony, Edilber
Email: echipanap@unjbg.edu.pe
Address: PERU
Institution: UNJBG
Position: STUDENT
Website

Name:Asis, Constancio
Email: asis.tony@gmail.com
Address: 2 Calder Court, Malak, NT Australia
Institution: Department of Primary Industry and Fisheries Northern Terriotory Government Australia
Position: Senior Research Agronomist

Name:Baker, David
Email: david.baker@conocophillips.com
Institution: ConocoPhillips

Name:Balkin, Alexander
Email: balkinas@yandex.ru
Address: 11, Pionerskaya st. 460000 Orenburg, Russia
Institution: Institute for cellular and intracellular symbiosis
Position: Researcher
Website

Name:Bandeira, Paulo Felipe
Email: paulo.bandeira@urca.br
Institution: Universidade Regional do Cariri
Position: Professor

Name:Barceló-Vidal, Carles
Email: carles.barcelo@udg.edu
Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)
Institution: Universitat de Girona
Position: Emeritus Titular Professor
Website

Name:Barranco, Miguel Angel
Email: barrancovama@outlook.com
Address: Oaxaca
Institution: BARRANCOVAMA
Position: Analista
Website

Name:Barrientos, Mauricio
Email: mauricio.barrientos@ki.se
Address: Stockholm
Institution: Karolinska Institutet
Position: Ph. D student

Name:Bayari, Eric Enzula
Email: ericenzula@yahoo.com
Address: KNUST Kumasi, Ghana
Institution: KNUST
Position: Postgraduate Student

Name:Bertrand, Sebastien
Email: sebastien.bertrand@ugent.be
Address: Ghent University, Belgium
Institution: Ghent University, Belgium
Position: Prof

Name:BOMBILLA AYMA, JUAN GABRIEL
Email: jbombillaa@unsa.edu.pe
Address: LA MANSION DE SOCABAYA
Institution: UNIVERSIDAD NACIONAL DE SAN AGUSTIN DE AREQUIPA
Position: ESTUDIANTE

Name:Bonzanni, Mattia
Email: mattia.bonzanni@hotmail.it
Institution: Weill Cornell Medicine
Position: Instructor

Name:Braga, Luis
Email: obsuni@observatoriodauniversidade.blog.br
Address: c.p 2386 20010-974 Rio de Janeiro RJ Brasil
Institution: UFRJ
Position: Professor
Website

Name:CAHUANA CUBA, Julio Cesar
Email: juliocahuana@gmail.com
Address: Av. Independencia S/N
Institution: Universidad Nacional de San Agustin de Arequipa
Position: Geologo
Website

Name:Cantadore, Claudio
Email: klaaskanta27182@gmail.com
Address: éiazza Mazzini 15, 13100 Vercelli, Italy
Institution: Selfemployed
Position: Geologist
Website

Name:CANTALINI, COSTANZA
Email: costanza.cantalini@mail.polimi.it

Name:Cardoso, Margarida
Email: margarida.cardoso@iscte.pt
Institution: ISCTE-IUL
Position: Professor
Website

Name:carpita, stefano
Email: carpitastefano@gmail.com

Name:Carreras Simó, Miquel
Email: miquel.carreras@udg.edu
Institution: Universitat de Girona
Position: Professor

Name:Chaurasia, Aalok
Email: aalok@mlcfoundation.org.in
Address: Bhopal, India
Institution: MLC Foundation
Position: President
Website

Name:Chen, Huan
Email: 1821111005@sus.edu.cn
Address: Shanghai, China
Institution: Shanghai university of sport
Position: Student

Name:Chororoka, Kamina
Email: kamicho75@hotmail.com

Name:Christie, Mario
Email: christie.mario@yahoo.com
Address: 275 7 West Greater Portmore PO
Institution: University of the West Indies, Mona
Position: Student

Name:Cicchella, Domenico
Email: cidom@unisannio.it
Address: Via F. De Sanctis, snc 82100 Benevento, Italy
Institution: University of Sannio
Position: Professor
Website

Name:Comas-Cufí, Marc
Email: mcomas@imae.udg.edu
Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)
Institution: Universitat de Girona

Name:Cornelio Orbegoso, Felix A.
Email: fcornelioo@unmsm.edu.pe
Institution: UNMSM
Position: Geologist
Website

Name:Crocetto, Gianluca
Email: lucacrocetto@gmail.com
Address: via vecchia san rocco 3
Institution: University

Name:Cuellar Quispe, Juan Carlos
Email: geocuellar@gmail.com
Institution: Hochschild Mining
Position: Senior Geologist

Name:Cueva , Ivan
Email: ivancuevahuaman782@gmail.com
Institution: UNC
Position: Estudiante

Name:Darabi-Golestan, Farshad
Email: pcdar2000@yahoo.com
Institution: Amirkabir University of technology
Position: Ph.D. candidate

Name:Darikwa, Timotheus
Email: darikwatb@gmail.com
Address: Bag X1106, Sovenga, 0727, South Africa
Institution: University of Limpopo
Position: Lecturer

Name:Das, Sayantan
Email: sayantaniiser@gmail.com
Address: G-8, Vijnana Bhavan, Institute of Excellence, University of Mysore, Manasagangothri, Mysuru-570006
Institution: University of Mysore
Position: Senior Research Scholar
Website

Name:Daunis-i-Estadella, Pepus
Email: pepus@imae.udg.edu
Address: Dept. IMAE, Edifici P4, Campus Montilivi, Carrer Univ. de Girona, 6 E-17003 Girona (Spain)
Institution: Universitat de Girona

Name:Davtyan, Varsenik
Email: varsenik.davtyan@mail.ru
Address: RA Yerevan Abovyan 68
Institution: CENS
Position: Researcher
Website

Name:Deng, Tao
Email: 1083903583@qq.com

Name:dr, Nidhi Gupta
Email: NGU@nrcwe.dk
Address: Lerso Parkelle 105
Institution: nrcwe
Position: researcher
Website

Name:Edjabou, Vincent
Email: vine@env.dtu.dk
Institution: DTU
Position: Student

Name:Egozcue, Juan José
Email: juan.jose.egozcue@upc.edu
Address: Enginyeria Civil i Ambiental, EDIFICI C2, PLANTA 3, C. JORDI GIRONA, 1-3, 08034 BARCELONA (Spain)
Institution: Universitat Politècnica de Catalunya
Position: Full Professor

Name:Enciso , Leonardo
Email: leonardo.joenol@gmail.com
Address: Carrera 70H # 127A-65
Institution: Hospital Universitario Nacional de Colombia
Position: Hematologist
Website

Name:Enes, Vera
Email: vera.enes@ua.pt
Address: Aveiro
Institution: University of Aveiro
Position: Phd student

Name:Esmaeiloghli, Saeid
Email: saeid@mail.fr
Address: Office: Room 66, Department of Mining Engineering Isfahan University of Technology (IUT), University Boulevard, Esteghlal Square, Isfahan, Iran, 84156-83111 Phone
Institution: Isfahan University of Technology (IUT) & Institut de Recherche en Astrophysique et Planétologie (IRAP) & Centre National de la Recherche Scientifique (CNRS)
Position: PhD Candidate
Website

Name:Espinoza Maldonado, Inocente Guadalupe
Email: inocente.espinoza@unison.mx
Address: Mexico
Institution: Universidad de Sonora
Position: Professor

Name:Evans, Jedy
Email: jedyevans@gmail.com
Address: NA
Institution: African Institute for Mathematical Sciences
Position: Student
Website

Name:fahiminia, mohammad
Email: m.fahiminia@ut.ac.ir

Name:Fisch, Greg
Email: Gfisch9862@aol.com

Name:Flood, Rory
Email: rflood02@qub.ac.uk
Website

Name:Franquet, Álvaro
Email: alvarofranq@gmail.com
Institution: Universitat de Girona

Name:Fry, Tim
Email: tim.fry@rmit.edu.au
Address: School of Economics, Finance and Marketing, RMIT University, GPO Box 2476, Melbourne VIC 3001 Australia
Institution: RMIT University
Position: Full Professor
Website

Name:Galvan, Roberto
Email: raya68@hotmail.com

Name:Galvis, hector
Email: hector.manuel.galvis.macareo@gmail.com
Institution: uis
Position: geologo

Name:Ganda, Erika
Email: ganda@psu.edu
Institution: Penn State
Position: Assistant Professor
Website

Name:Ghith, Nermin
Email: nermin_ghith@hotmail.com
Institution: Technical University of Denmark
Position: PostDoc Research Fellow

Name:Ghorbani, Hamid
Email: hamid332000@yahoo.com
Address: IRan
Institution: University of Kashan
Position: Professor
Website

Name:gomez, claudia
Email: claudiayamilegomez@gmail.com
Address: Av 17 E 9N 35 Conjunto Galicia In 25B
Institution: UFPS
Position: Docente

Name:Gómez, Fabian
Email: FABIANGOMEZPINTO@HOTMAIL.COM
Address: C 15 19 15
Institution: UNIVERSIDAD SANTO TOMAS
Position: ESTADISTICO

Name:Gomez Fernandez, German Orlando
Email: gogomezf@unal.edu.co
Institution: unal
Position: student

Name:Gomez-Herrera, Julio Ernesto
Email: juliog@ceinpet.cupet.cu
Address: Centro de Investigaciones del Petróleo Churruca, No.481, e/ Vía Blanca y Washington Cerro, La Habana, CP 12 000.
Institution: CEINPET
Position: researcher

Name:Gong, Peng
Email: 360464454@qq.com

Name:Gusmao, Inacio
Email: inacio.gusmao@igtl.tl
Address: City 8, Dili Timor Leste
Institution: IGTL
Position: IT and Database
Website

Name:Guzman Bernardo, Luis
Email: guzber85@gmail.com
Address: Prol. 13 de Noviembre - Huancayo - Peru
Institution: Universidad Nacional Daniel Alcides Carrion
Position: Exploration Geologist

Name:herms, ignasi
Email: ignasi.herms@icgc.cat
Address: Parc Montjuic, s/n
Institution: Institut Cartogràfic i Geològic de Catalunya
Position: Head of The Geological Resources Area
Website

Name:Hill, June
Email: June.Hill@csiro.au
Address: Western Australia
Institution: CSIRO
Position: Research Scientist

Name:Hood, Shawn Hood
Email: Shawn.Hood@utas.edu.au
Address: 1 Ascot Ave
Institution: University of Tasmania
Position: PhD Research
Website

Name:Hou, Qingye
Email: qingyehou@gmail.com
Address: 29 Xueyuan Rd, Haidian district, Beijing, China
Institution: China University of Geosciences (Beijing)
Position: associate professor

Name:Huaman, Yizet
Email: yizet.h.n@gmail.com
Institution: Universidad Peruana Cayetano Heredia
Position: Física

Name:Illig, Aude
Email: aude.illig@ut-capitole.fr
Address: Toulouse
Institution: UT1
Position: MCF
Website

Name:Iribarren , Max
Email: Mip@vtr.net

Name:iribarren, max
Email: max.iribarren01@gmail.com
Position: geólogo

Name:Irpino, Antonio
Email: antonio.irpino@unicampania.it
Address: Viale A. Lincoln, 5, 81100 Caserta
Institution: University of Camapania "L. Vanvitelli"
Position: Associate professor
Website

Name:Jäger, Vanessa
Email: vanessa.jaeger@med.uni-muenchen.de

Name:JAIMES, JHOAN
Email: jhoanjaimes@actlabs.com
Address: Colombia
Institution: Actlabs
Position: Tecnología Minera
Website

Name:Jaimes, Leonardo
Email: leonardo_jaimes@hotmail.com
Position: Qco., PhD.

Name:Jama, Saed
Email: siciid522@hotmail.com
Address: Turkey
Institution: Anadolu university
Position: Student

Name:James, John
Email: johnandlucyjames@mac.com
Address: 6464 South Downing Street Centennial, CO 80121 USA
Institution: Neisseria Research, LLC
Position: Microbiologist

Name:Jean-Michel, Jaquet
Email: jean-michel.jaquet@unige.ch
Address: 13 Maraîchers, CH-1205 Geneva
Institution: University of Geneva
Position: Research scientist

Name:kenett, ron
Email: ron@kpa-group.com
Institution: KPA and UNITO
Position: Research Professor
Website

Name:khan, Asghar
Email: malakand35@gmail.com
Address: Department of Botany Islamia College Peshawar
Institution: Islamia College Peshawar
Position: PhD scholar
Website

Name:Khan, Asghar
Email: asgharmkd35@gmail.com
Address: GDC Totakan
Institution: Islamia Collge Peshawar
Position: PhD researcher
Website

Name:Khan, Usman
Email: mkhan@es.iitr.ac.in
Address: Earth Sciences
Institution: Indian Institute of Technology Roorkee
Position: Research Scholar

Name:Khatri, Shubham
Email: shubhamkhatri216@gmail.com
Institution: G.B. Pant University of Agriculture and Technology
Position: M.Tech. Scholar

Name:Kniazev, Vladimir
Email: vnknyazev@mail.ru
Institution: Siberian Federal University
Position: Associate professor

Name:KÜÇÜKDEMİRCİ, Melda
Email: meldakd@istanbul.edu.tr
Institution: Istanbul University-C
Position: Assistant Professor

Name:Kuzik, Nicholas
Email: nkuzik@ualberta.ca
Institution: University of Alberta
Position: Graduate Student

Name:Kyriakidis, Stavros
Email: stk@nfa.dk
Institution: NFA
Position: PhD student

Name:LavrÃ¶d, Jakob
Email: jakoblavrod@gmail.com
Address: ValhallavÃ¤gen 152A Stockholm
Institution: Entercard Group
Position: Credit Risk Specialist
Website

Name:Li, Tongfei
Email: tongfei1992@hotmail.com

Name:Lo, Ernest
Email: ernest.lo@inspq.qc.ca
Institution: McGill University, Institut National de Santé Publique du Québec (INSPQ)

Name:Makita, Hiroko
Email: makita@kaiyodai.ac.jp
Institution: Tokyo University of Marine Science and Technology

Name:Manhães, Marco
Email: marcomanhaes@bol.com.br

Name:MARCILLO, JUAN
Email: caperuzo23@gmail.com
Address: Barcelona
Institution: UPC
Position: student

Name:markus, mimi
Email: jeniwinget3334@gmail.com
Address: california,slab city anna holly bridge
Institution: IBM
Position: meceh
Website

Name:Martín-Fernández, Josep-Antoni
Email: josepantoni.martin@udg.es
Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)
Institution: University of Girona
Position: Titular Professor
Website

Name:Martinez, Eugenio
Email: gmartinez@eco.unsa.edu.ar
Address: Av, Bolivia 5150-Box 205- Faculty od Economics & social Sciences
Institution: Natuinal University of Salta-UNSa
Position: Professor / Researcher
Website

Name:Master, Hiral
Email: hiral@udel.edu
Institution: University of Delaware
Position: Postdoc Fellow
Website

Name:Mateu-Figueras, Gl
Email: gloria.mateu@udg.edu
Institution: Universitat de Girona

Name:mendes, auriio
Email: auriomendes00@gmail.com
Address: Av. Eduardo Mondlane
Institution: UEM
Position: Student
Website

Name:MENDES, AURIO
Email: auriomende00s@gmail.com
Institution: UEM
Website

Name:Mendoza Soza, Scarleth Mendoza
Email: scarlethmariams@gmail.com
Address: Carlos brito iturrieta 3684
Institution: Universidad del alba
Position: Alumna

Name:Mireles, Miguel
Email: migueladrianmireles@gmail.com
Address: Av. Carl Friedrich Gauss 3
Institution: ICFO
Position: Student
Website

Name:Modabberi, Soroush Modabberi
Email: modabberi@ut.ac.ir
Address: School of Geology, University of Tehran, Enghelab Avenue
Position: University of Tehran

Name:Montalván Aráoz, Miguel
Email: mmontalvan@gmhtterrax.com
Address: San Pedro de Sula
Institution: GMH Terrax
Position: Geologist

Name:Monti, Gianna
Email: gianna.monti@unimib.it
Address: Dep. of Economics, Management and Statistics (DEMS), Via Bicocca degli, Arcimboldi 8, 20126 Milano, Italy
Institution: University of Milano-Bicocca
Position: Assistant Professor

Name:Moradell, Ana
Email: amoradell@unizar.es
Address: amoradell@unizar.es
Institution: Unizar
Position: student

Name:Ngozi-Chika, Chiazor
Email: chiazor87@gmail.com
Institution: Salem University, Nigeria
Position: Lecturer

Name:NGOZI-CHIKA, Chiazor
Email: chiazor.ngozi-chika@dou.edu.ng
Address: DENNIS OSADEBAY UNIVERSTY, ASABA, NIGERIA
Institution: DENNIS OSADEBAY UNIVERSTY
Position: Lecturer
Website

Name:Núñez, Héctor
Email: hector.mantilla@geopinar.gms.minem.cu
Address: Ave 57 # 14003 apto 5 e/ 140 y 142 Marianao, La Habana, Cuba
Institution: GeomineraPinar
Position: Geólogo

Name:OLIVEIRA, WILSON
Email: WILSON.OLIVEIRA@CPRM.GOV.BR
Institution: CPRM
Position: GEOCIENSCE RESERCH

Name:oliveira, Wilson Lopes
Email: wilson.oliveira@sgb.gov.br
Institution: SGB
Position: Geologist

Name:Oliver, Lia
Email: lia.oliver@goodgut.eu
Address: Pic de Peguera 15
Institution: GoodGut

Name:Ordonez-Calderon, Juan Carlos
Email: ordonez.jc@gmail.com
Address: 25 York Street, 17th Floor, Toronto, ON, M5J 2V5
Institution: Kinross Gold
Position: Manager, Resource Geochemistry
Website

Name:Ortego-Martínez, Maribel
Email: ma.isabel.ortego@upc.edu
Address: Dep. Enginyeria Civil i Ambiental, EDIFICI C2, PLANTA 3, C. JORDI GIRONA, 1-3, 08034 BARCELONA (SPAIN)
Institution: Universitat Politècnica de Catalunya

Name:Oviedo-Caro, Miguel Angel
Email: maovicar@upo.es
Address: Carretera de Utrera, Km1 ES-41013 Seville, Spain
Institution: University Pablo de Olavide
Position: Professor and Researcher

Name:pacheco, carlos
Email: pachecoher3@gmail.com
Address: calle 20 31-79, Barrio san alonso
Institution: Universidad de Santander
Position: Estudiante

Name:Palarea Albaladejo, Javier
Email: javier@bioss.ac.uk
Institution: Biomathematics and Statistics Scotland
Website

Name:panda, santanu
Email: santanu20@gmail.com
Address: India
Institution: GSI
Position: Geologist

Name:patron, niccolo
Email: niccolo.patron@protonmail.com
Institution: Private
Position: Scientist

Name:Pawlowsky-Glahn, Vera
Email: vera.pawlowsky@udg.edu
Address: Dept. IMAE, Edifici P4, Campus Montilivi, E-17071 Girona (Spain)
Institution: University of Girona
Position: Full Professor

Name:Plà Castellana, Mireia
Email: mpla@s-can.es
Address: Ciutat de Granada, 28 1r. 08005 Barcelona
Institution: Universitat de Girona
Position: phd student

Name:Plata Rincón, Catalina
Email: catalinaplatar@gmail.com
Institution: Universidad Santo Tomás

Name:Portugal, Berta
Email: berta.martinsportugal@lih.lu
Institution: LIH
Position: Posdoc

Name:Poudel, Ravin
Email: rp3448@ufl.edu
Address: Gainesville, FL
Institution: USDA-ARS/University of Florida
Position: Researcher
Website

Name:Pritchard, Stuart
Email: stuart.pritchard@riotinto.com
Address: 152-158 St Georges Tce, Perth 6000, WA, Australia
Institution: Pilbara Iron
Position: Engineer

Name:Punya-in, Sutthida
Email: punyain.s@gmail.com
Institution: Rajamangala University of Technology Lanna
Position: Lecturer

Name:Quispe, Alejandro
Email: alejandro362@hotmail.com
Institution: UPC
Position: Estudiante

Name:Ramos, Kevin
Email: kramossolorzano@gmail.com
Address: Jr. Connococha 232 Los Olivos
Institution: Universidad Nacional de Ingeniería
Position: Geologist

Name:Reagan, Steve
Email: STEVEN.REAGAN@LLPRODUCTS.COM
Address: 160 McLean Dr, Romeo, MI, 48065
Institution: L & L Products, Inc.
Position: Computational Modeling Manager
Website

Name:Reyes, José
Email: jfreyesc@gmail.com
Address: Lima - Perú
Institution: Exploandes SAC
Position: GIS geologist

Name:Ricardo, Jaminson
Email: jaminson.ricardo@udea.edu.co
Address: Medellin - Colombia
Institution: Universidad de Antioquia
Position: PhD Student

Name:Rivers, Adam
Email: adam.rivers@ars.usda.gov
Address: 1600 SW 23rd DR
Institution: United States Department of Agriculture
Position: Computational Biologist
Website

Name:Robles Ancajima, Marco
Email: misael.robles.pucp@gmail.com
Institution: PUCP
Position: Geologist

Name:Rodriguez Romero, Viviana Alejandra
Email: rodriguezva@vcu.edu
Institution: Virginia Commonwealth University
Position: Student

Name:Ronquillo, Maria José
Email: mjronquillob@puce.edu.ec
Institution: Pontificia Universidad Católica del Ecuador
Position: Estudiante

Name:sabil, ahmed adam
Email: sabil86@hotmail.com
Institution: mining

Name:Sajdak, Marcin
Email: msajdak@ichpw.zabrze.pl
Institution: Institute for Chemical Processing of Coal (ICPC )
Position: Eng.&Tech. specialist

Name:Salata, Dorota
Email: dorota.salata@uj.edu.pl
Institution: Jagiellonian University

Name:Salles, Rodrigo
Email: sallesgeologia@gmail.com
Institution: AngloGold Ashanti
Position: Geologist

Name:segovia, nazario
Email: nazariosegovia@gmail.com
Institution: newmont peru
Position: geologist

Name:SK, matics
Email: 774010836@qq.com
Address: SHANXI
Institution: GDPU
Position: STUDENT

Name:Sophia, VAUCLIN
Email: sophia.vauclin@entpe.fr
Institution: ENTPE (University of Lyon)
Position: PhD student

Name:Sposito, Gianluca
Email: gianluca.sposito27@gmail.com
Address: Department of Industrial Engineering, Piazzale Vincenzo Tecchio, 80, 80125 Napoli, Italy
Institution: University of Naples Federico II
Position: PhD student

Name:SUAREZ, CARLOS
Email: carlos.suarez1973@yahoo.es
Address: EL CONDE
Institution: PARTICULAR
Position: INVESTIGADOR

Name:THIOMBANE, MATAR
Email: thiombane.matar@unina.it
Address: Via mezzocanone, 16 4th floor Naples
Institution: University Federico II Naples-Italy
Position: PhD Student

Name:Thomas, Chris
Email: cwtgeo@gmail.com
Address: The Lyell Centre, Research Avenue South, Edinburgh EH14 4AP
Institution: British Geological Survey
Position: Honorary Research Associate

Name:Thompson, John
Email: jmtdoc@btinternet.com
Address: Institute of Research & Development, Birmingham Research Park, Birmingham B15 2SQ, UK
Institution: Tracer Measurement System Ltd.
Position: Director
Website

Name:Trauth, Martin
Email: trauth@uni-potsdam.de
Address: Karl-Liebknecht-Strasse 24, 14476 Potsdam
Institution: University of Potsdam
Position: Geologist; professor
Website

Name:TRINH, Thi Huong
Email: trinhthihuong@tmu.edu.vn
Address: 21 Allée de Brienne
Institution: Toulouse School of Economics
Position: PhD
Website

Name:Tsagris, Michael
Email: pmxmt1@nottingham.ac.uk
Institution: Unisersity of Nottingham
Position: PhD student
Website

Name:ubBXeXAp, ubBXeXAp
Email: sample@email.tst
Address: 1
Institution: 1
Position: 1
Website

Name:Urrea Castrillon, Daniel
Email: danielurrea1001@gmail.com
Address: Medellin colombia
Institution: Actlabs
Position: Analist
Website

Name:Useche, Joan
Email: jdusecher@correo.udistrital.edu.co
Address: La Calera, Cundinamarca, Colombia
Institution: Universidad Distrital
Position: Estudiante
Website

Name:Vähä-Ypyä, Henri
Email: henri.vaha-ypya@ukkinstituutti.fi
Institution: UKK institute
Position: Laboratory engineer

Name:Verswijveren, Simone Verswijveren
Email: sjverswi@deakin.edu.au
Institution: Deakin University
Position: PhD Student

Name:Vezzoli, Giovanni
Email: giovanni.vezzoli@unimib.it
Address: Dipartimento di Scienze dell Ambiente e del Territorio e di Scienze della Terra, Piazza della Scienza, 4 20126 Milano (Italy)
Institution: University of Milano-Bicocca
Position: Geologist Researcher
Website

Name:Warmada, I Wayan
Email: warmada@ugm.ac.id
Address: Department of Geological Engineering, Faculty of Engineering. Jl. Grafika No. 2 - Yogyakarta
Institution: Gadjah Mada University
Position: Lecturer
Website

Name:Xiaohong, Guo
Email: xiaohong9g@gmail.com
Institution: China University of Geosciences(Beijing)
Position: PhD candidate

Name:yufei, fei
Email: 872116274@qq.com

Name:yus, Fabian
Email: fabian.yus68@gmail.com
Address: Chile
Institution: ust
Position: estudiante
Website

Name:Zhang, Liangliang
Email: lxz716@case.edu
Address: Cleveland, Ohio, USA
Institution: Case Western Reserve University
Position: Education
Website

Name:Zheng, Chaojie
Email: zcj19931118@163.com

Name:Zhu, Guoping
Email: gpzhu@shou.edu.cn
Institution: Shanghai Ocean University
Position: Researcher

Name:Zuluaga, Maria Clara
Email: mzuluag3@eafit.edu.co
Institution: Universidad EAFIT
Position: Researcher